US fake review rule: what the FTC bans for real estate agents

In this article

Written by

Kooky

Builder of Shaka, the payment router that pays every agent their commission on closing date.

About Kooky and Shaka →

Reviews are part of how a real estate agent in the United States is presented to the public. Star ratings sit beside the agent's name on portals and search pages, testimonials fill the brokerage website, and follower counts stand in for reputation on social media. The Federal Trade Commission now names AI-generated fake reviews among the practices it wants to deter, and the question of what counts as a lawful review is a matter of federal regulation.

Since October 2024 the Commission has had a rule on the subject: the Rule on the Use of Consumer Reviews and Testimonials, codified as part 465 of title 16 of the Code of Federal Regulations. It turns a set of practices into violations that can carry a civil penalty for each one. This guide sets out what the rule prohibits, section by section, how each prohibition reads when the business is an agent, a team or a brokerage, what the "knew or should have known" standard means, what the penalty currently is, and how the rule sits beside the older Endorsement Guides. It describes the federal rule only; state law and trade association rules are outside its scope.

Penalty: 16 CFR 1.98, for penalties assessed after 17 January 2025. Effective date: FTC staff questions and answers. Letters: FTC release of 22 December 2025.

A rule, not a guide: where part 465 comes from

The Commission announced the final rule on 14 August 2024, after a unanimous 5-0 vote, according to its release of that date. The text was published in the Federal Register on 22 August 2024, and the staff questions and answers published by the agency give 21 October 2024 as the day it took effect, which matches the 60 days after publication that the release had announced.

The release explains why the agency wanted a rule at all. It says the Supreme Court's decision in AMG Capital Management LLC v. FTC limited the Commission's ability to obtain monetary relief for consumers under the FTC Act, and it states that under the rule the agency can seek civil penalties against knowing violators.

The rule was three steps in the making before it was final.

One point about enforcement matters to anyone who fears a competitor's lawsuit. The staff questions and answers state that the rule gives no private right of action. It is the Commission that enforces it.

Who the rule covers in a brokerage

None of the Commission pages read for this guide mentions real estate by name. The rule does not work by industry. It defines a "business" as an individual, partnership, corporation or other commercial entity that sells products or services. A brokerage sells a service, and so does an individual licensee working under their own name, so on the definition's own words both fall inside it. A staff blog post of 22 December 2025 makes the breadth plain, referring to reviews of businesses that range from home repair companies to lawyers.

Three other definitions decide who inside a firm carries which duty. "Officers" are owners, executives and managing members. A "manager" is an employee who supervises other employees and either holds a manager title or serves in a managerial role. An "immediate relative" is a spouse, parent, child or sibling, and nobody further out.

One word needs care in this trade. Several provisions refer to a business's "agents". The staff questions and answers say that in this rule the word refers to advertising agencies, public relations firms and review management firms, and not to influencers. It is not the everyday name for a real estate licensee. How a salesperson affiliated with a brokerage as an independent contractor fits the rule's categories of employee and agent is a question the pages read do not answer.

The rule also separates two kinds of content. A "consumer review" is an evaluation, or purported evaluation, posted to a platform for reviews, and a star rating with no text counts. A "consumer testimonial" is an advertising message that consumers would likely believe reflects a consumer's experience. The staff guidance adds two consequences that matter for marketing: a review a business lifts into its advertising becomes a testimonial, and an incentivised review counts as a testimonial too. A client quote on a listing presentation, a brokerage home page or a social media post is therefore a testimonial that the business itself is disseminating.

Ordinary consumers are not the target. The staff guidance says they cannot be liable for what they write, while people who sell fake reviews, and agencies, public relations firms, review brokers and reputation managers, can be liable under several sections depending on what they do.

Fake and false reviews, including AI-written ones

Section 465.2 is the centre of the rule. Paragraph (a) prohibits writing, creating or selling a consumer review or testimonial that materially misrepresents one of three things: that the reviewer exists, that the reviewer had experience with the business or its service, or what that experience was. The Commission's 2024 release puts the first case in plain terms, describing reviews attributed to someone who does not exist, "such as AI-generated fake reviews".

The rule does not prohibit a tool; it prohibits a misrepresentation. A review of a closing that never took place is covered whether a person or a language model typed it. The staff guidance makes the same point about synthetic presenters: there is no blanket ban on AI avatars or virtual influencers, the message of an avatar may be a testimonial, and it is prohibited only if the underlying testimonial is fake or false.

Paragraph (b) reaches the business that did not write the text. A business may not purchase a consumer review, or disseminate a testimonial, that it knew or should have known carried one of those misrepresentations. Paragraph (c) prohibits procuring such reviews from the business's officers, managers, employees or agents, or their immediate relatives, for posting on a third-party platform, under the same knowledge standard.

The staff guidance draws a boundary that is easy to miss: the section covers misrepresented experiences, not misrepresented opinions. A client who really bought a home through an agent and writes a warmer account than they feel is outside it; a text describing a purchase that did not happen is inside it.

Paragraph (d) holds two exceptions. Reviews that result from a generalised solicitation to purchasers are excepted, and so are reviews that appear only because the business engages in consumer review hosting. Posting testimonials on a business's own site is a different act: the guidance calls it dissemination, not hosting, so the business can be liable for fake ones.

Buying reviews: where an incentive becomes a violation

Asking a client for a review after closing is not prohibited, and nor is thanking them with something of value. The line is drawn in section 465.4: a business may not provide or offer compensation or other incentives in exchange for, or conditioned on, a review that expresses a particular sentiment, positive or negative.

The condition does not have to be written down. The 2024 release says it can be conveyed expressly or by implication, and the staff guidance gives an example of the implied kind: a coupon offered for telling people how much the customer loved a visit. An incentive for a five-star review is prohibited even if the reviewer discloses it, the guidance says, and that holds on the business's own website and on third-party platforms alike.

What stays lawful under this section is an incentive open to any honest review. The guidance says incentives are allowed unless a sentiment is expressly or implicitly required. It then adds a caution from outside the rule: an incentive that is not disclosed may still breach the FTC Act, with a reference to the material connection section of the Endorsement Guides.

Two neighbouring practices fall outside section 465.4 but not outside the law, on the staff's reading. Paying a client to change or remove a review is not prohibited by the rule, yet paying to do so may be unfair or deceptive under the FTC Act. And asking only satisfied clients for reviews is not specifically prohibited by the rule, but may violate the Act.

Insider reviews: owners, managers, staff and relatives

Section 465.5 deals with praise that comes from inside the business.

Paragraph (a) is aimed at the people at the top. An officer or manager may not write or create a consumer review or testimonial about the business or its services without a clear and conspicuous disclosure of their material relationship to it. For testimonials only, no disclosure is needed where the relationship is otherwise clear to the audience. A broker-owner speaking to camera under the firm's own name is a different matter from the same person posting a star rating on a review platform under a personal account.

Paragraph (b) is aimed at the business. It may not disseminate a testimonial by one of its officers, managers, employees or agents without that disclosure, when the relationship is not otherwise clear and the business knew or should have known of the relationship. Generalised solicitations and mere hosting are excepted.

Paragraph (c) covers the request made down the line or across the dinner table. It applies when an officer or manager solicits or demands a review from an immediate relative, or from an employee or agent of the business, or tells employees or agents to seek reviews from their own relatives. A violation needs two things together. First, the request results in a review that carries no disclosure of the reviewer's relationship. Second, the officer or manager did one of three things: encouraged the reviewer not to disclose, did not instruct reviewers to disclose clearly and conspicuously, or knew or should have known that such a review had appeared and failed to take remedial steps.

Read the other way round, the staff guidance confirms what remains open: a small business owner may ask relatives to review the business, provided they disclose the relationship.

On form, the guidance treats a disclosure in the first line of a review as unavoidable, and one that needs a click or a hover as avoidable. Short wording such as "my company's" can be enough.

Company-controlled review sites and home-made seals

Section 465.6 prohibits a business from materially misrepresenting that a website, organisation or entity it controls, owns or operates provides independent reviews or opinions about a category of businesses, products or services that includes its own. Consumer reviews themselves are carved out of this section.

The staff guidance says the section is wider than websites. Its example is a company that creates a certification seal and awards it to its own products. Transposed to property, the section is about a "best agents in the county" ranking site, or an "institute" that hands out distinctions, run by the same business that tops the list.

A disclaimer is not a cure in every case. Where a company-owned site expressly claims to be independent, the guidance says a contradictory disclosure cannot repair the claim.

Review suppression: threats, and the edited review page

Section 465.7 has two halves. The first concerns pressure on the reviewer. A business may not use an unfounded or groundless legal threat, a physical threat, intimidation, or a public false accusation made knowingly or recklessly in response to a review, in order to stop a review being written or to have it taken down. The staff guidance reads "intimidation" widely: abusive communications, stalking, character assassination and sexual harassment.

What the first half leaves alone is spelled out in the same guidance. A business may answer a review in public. A legitimate legal threat is permitted. Contacting a client to resolve the problem is permitted.

The second half concerns a review section the business runs itself, such as a testimonials page fed by a client survey. The business may not materially misrepresent that the reviews shown represent most or all of the reviews submitted when reviews are being held back because of their rating or negative sentiment. Holding a review back is not suppression when the criteria apply equally to every review, whatever its sentiment. The rule lists the grounds: trade secrets or confidential information, defamatory or abusive content, another person's personal information, discriminatory content, content that is clearly false, reviews the seller reasonably believes are fake, and reviews unrelated to what the business offers.

The guidance settles one display question: ordering reviews by helpfulness is not suppression.

Bought followers and other fake social signals

Section 465.8 moves from words to numbers. The rule defines "indicators of social media influence" as public metrics such as followers, views, likes, shares and comments, and fake indicators as those generated by bots or by fake or hijacked accounts.

Both sides of the trade are covered. Selling or distributing fake indicators is prohibited where the seller knew or should have known they were fake and that they could be used to misrepresent someone's influence or importance for a commercial purpose. Buying or procuring them is prohibited on the same standard.

The guidance marks one limit: hiring an influencer who turns out to have fake followers is not in itself a violation.

"Knew or should have known", and the penalty

The knowledge wording does not attach to the whole rule. It appears in the provisions on buying reviews and disseminating testimonials, on procuring reviews from insiders, on the business's dissemination of insider testimonials and on social media indicators. Writing or selling a fake review under paragraph 465.2(a) carries no such wording in the text.

The staff guidance explains what "should have known" asks. There is no general duty to investigate every review. Clear warning signs can still trigger liability when a business obtains reviews through a third party: reviews that arrive too soon after a purchase, a large volume in a short period, or reviews that describe the wrong product. For insider reviews the guidance gives two red flags, a reviewer who shares an employee's last name and an employee who forwards a link to their own review.

The amount at stake is set elsewhere. Section 1.98 of title 16 adjusts the Commission's civil penalties for inflation, and its entry for section 5(m)(1)(A) of the FTC Act, the provision on knowing violations of a rule, stands at US$53,088. That figure applies to penalties assessed after 17 January 2025, and it is the figure the regulation showed when read on 10 October 2026. The Commission used the same number in its release of 22 December 2025.

A worked example, purely illustrative, shows the arithmetic and nothing more. Assume a court treated 12 purchased reviews as 12 violations and applied the maximum to each: 12 × US$53,088 = US$637,056. The figure is a ceiling under those assumptions, not a forecast. The pages read for this guide do not say how violations are counted, and the amount in any case is for a court to set; the staff blog says only that penalties "can add up quickly".

Enforcement so far, on the pages read, has taken the form of letters. On 22 December 2025 the Commission said its staff had sent warning letters to 10 companies, which it did not name, on the basis of consumer complaints and information supplied by the companies. The release says the letters are not formal determinations that the rule was broken.

How the rule sits beside the Endorsement Guides

The Endorsement Guides are older and broader. They are found in part 255 of the same title, in a version published in July 2023, and they describe themselves as administrative interpretations of the laws the Commission enforces. The staff's Endorsement Guides questions and answers say they do not have the force of law. Conduct at odds with them can lead to an action under section 5 of the FTC Act. The same page notes one route to penalties: a company that received a Notice of Penalty Offenses about endorsements and then engaged in the practices it describes.

The two texts therefore overlap without matching, and the staff guidance on the rule keeps pointing from one to the other.

The Guides also say things the rule does not. They state that advertisers are liable for misleading endorsements and for undisclosed material connections, that endorsers and intermediaries such as public relations firms and reputation management companies can be liable too, and that good-faith efforts to guide and monitor endorsers do not amount to a safe harbour. The staff questions and answers on the Guides add that an employee who lists the employer on a profile page has not done enough, and describe a monitoring programme in four parts: explain what may be claimed, instruct on disclosure, check periodically what is being said, and act on what is found.

The rule is the short list of practices that can cost a penalty. The Guides are the longer account of what the Commission considers misleading.

What the sources leave open

The staff guidance is frank about its own weight. It states that it is not definitive and that it does not provide a safe harbour, so its examples show how the staff reads the rule and do not bind a court.

Several questions that matter to the trade are not answered on the pages read for this guide. None of them addresses real estate directly. None says how the rule's categories apply to a salesperson who is an independent contractor of a brokerage. None explains how violations are counted for penalty purposes. The civil penalty figure is adjusted for inflation from time to time, so the US$53,088 shown in the regulation on 10 October 2026 belongs to that date. And the federal rule is one layer among several: state consumer protection law, state licensing rules and the terms of each review platform were not examined here, and each can set its own requirements.

Kooky, from Shaka

Kooky edits Agents Estate and builds Shaka, the payment router he made for real estate professionals. One payment comes in, and every agent, agency and party in the deal receives their signed share on closing date.

About Kooky and Shaka →